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Recognizing scene viewpoint using panoramic place representation

Published: 16 June 2012 Publication History

Abstract

We introduce the problem of scene viewpoint recognition, the goal of which is to classify the type of place shown in a photo, and also recognize the observer's viewpoint within that category of place. We construct a database of 360° panoramic images organized into 26 place categories. For each category, our algorithm automatically aligns the panoramas to build a full-view representation of the surrounding place. We also study the symmetry properties and canonical viewpoint of each place category. At test time, given a photo of a scene, the model can recognize the place category, produce a compass-like indication of the observer's most likely viewpoint within that place, and use this information to extrapolate beyond the available view, filling in the probable visual layout that would appear beyond the boundary of the photo.

Cited By

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  • (2018)Distortion-aware CNNs for spherical imagesProceedings of the 27th International Joint Conference on Artificial Intelligence10.5555/3304415.3304585(1198-1204)Online publication date: 13-Jul-2018
  • (2018)Scene understanding using natural language description based on 3D semantic graph mapIntelligent Service Robotics10.5555/3287991.328806011:4(347-354)Online publication date: 1-Oct-2018
  • (2017)Learning to predict indoor illumination from a single imageACM Transactions on Graphics10.1145/3130800.313089136:6(1-14)Online publication date: 20-Nov-2017
  • Show More Cited By

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Information & Contributors

Information

Published In

cover image Guide Proceedings
CVPR '12: Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
June 2012
3800 pages
ISBN:9781467312264

Publisher

IEEE Computer Society

United States

Publication History

Published: 16 June 2012

Author Tags

  1. Layout
  2. Observers
  3. Prediction algorithms
  4. Predictive models
  5. Sun
  6. Training
  7. Visualization

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Cited By

View all
  • (2018)Distortion-aware CNNs for spherical imagesProceedings of the 27th International Joint Conference on Artificial Intelligence10.5555/3304415.3304585(1198-1204)Online publication date: 13-Jul-2018
  • (2018)Scene understanding using natural language description based on 3D semantic graph mapIntelligent Service Robotics10.5555/3287991.328806011:4(347-354)Online publication date: 1-Oct-2018
  • (2017)Learning to predict indoor illumination from a single imageACM Transactions on Graphics10.1145/3130800.313089136:6(1-14)Online publication date: 20-Nov-2017
  • (2017)Deep reverse tone mappingACM Transactions on Graphics10.1145/3130800.313083436:6(1-10)Online publication date: 20-Nov-2017
  • (2015)Content Adaptive Representations of Omnidirectional Videos for Cinematic Virtual RealityProceedings of the 3rd International Workshop on Immersive Media Experiences10.1145/2814347.2814348(1-6)Online publication date: 30-Oct-2015
  • (2015)SPHORBInternational Journal of Computer Vision10.1007/s11263-014-0787-4113:2(143-159)Online publication date: 1-Jun-2015
  • (2014)Modeling room structure from indoor panoramaProceedings of the 13th ACM SIGGRAPH International Conference on Virtual-Reality Continuum and its Applications in Industry10.1145/2670473.2670485(47-55)Online publication date: 30-Nov-2014
  • (2014)Automatic Scene Inference for 3D Object CompositingACM Transactions on Graphics10.1145/260214633:3(1-15)Online publication date: 2-Jun-2014
  • (2013)Rectangling panoramic images via warpingACM Transactions on Graphics10.1145/2461912.246200432:4(1-10)Online publication date: 21-Jul-2013

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